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By the company they keep: interaction networks define the binding ability of transcription factors
Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627061/ https://www.ncbi.nlm.nih.gov/pubmed/26089389 http://dx.doi.org/10.1093/nar/gkv607 |
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author | Cirillo, Davide Botta-Orfila, Teresa Tartaglia, Gian Gaetano |
author_facet | Cirillo, Davide Botta-Orfila, Teresa Tartaglia, Gian Gaetano |
author_sort | Cirillo, Davide |
collection | PubMed |
description | Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using expression profiles, protein–protein interactions and recognition motifs. Our method predicts TF binding events with >0.80 accuracy revealing cell-specific regulatory patterns that can be exploited for future investigations. Even when the precise DNA-binding motifs of a specific TF are not available, the information derived from protein-protein networks is sufficient to perform high-confidence predictions (area under the ROC curve of 0.89). PAnDA is freely available at http://service.tartaglialab.com/new_submission/panda. |
format | Online Article Text |
id | pubmed-4627061 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-46270612015-11-13 By the company they keep: interaction networks define the binding ability of transcription factors Cirillo, Davide Botta-Orfila, Teresa Tartaglia, Gian Gaetano Nucleic Acids Res Methods Online Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using expression profiles, protein–protein interactions and recognition motifs. Our method predicts TF binding events with >0.80 accuracy revealing cell-specific regulatory patterns that can be exploited for future investigations. Even when the precise DNA-binding motifs of a specific TF are not available, the information derived from protein-protein networks is sufficient to perform high-confidence predictions (area under the ROC curve of 0.89). PAnDA is freely available at http://service.tartaglialab.com/new_submission/panda. Oxford University Press 2015-10-30 2015-06-18 /pmc/articles/PMC4627061/ /pubmed/26089389 http://dx.doi.org/10.1093/nar/gkv607 Text en © The Author(s) 2015. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Cirillo, Davide Botta-Orfila, Teresa Tartaglia, Gian Gaetano By the company they keep: interaction networks define the binding ability of transcription factors |
title | By the company they keep: interaction networks define the binding ability of transcription factors |
title_full | By the company they keep: interaction networks define the binding ability of transcription factors |
title_fullStr | By the company they keep: interaction networks define the binding ability of transcription factors |
title_full_unstemmed | By the company they keep: interaction networks define the binding ability of transcription factors |
title_short | By the company they keep: interaction networks define the binding ability of transcription factors |
title_sort | by the company they keep: interaction networks define the binding ability of transcription factors |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627061/ https://www.ncbi.nlm.nih.gov/pubmed/26089389 http://dx.doi.org/10.1093/nar/gkv607 |
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